Time-Series Analysis: simulation_100_mass_10900_friction

Dataset statistics

Number of variables	26
Number of observations	3162
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	15
Duplicate rows (%)	0.5%
Total size in memory	667.0 KiB
Average record size in memory	216.0 B

Variable types

Numeric	9
TimeSeries	14
Categorical	3

Timeseries statistics

Number of series	14
Time series length	3162
Starting point	1970-01-01 00:00:00
Ending point	1970-01-01 00:00:00
Period	0 seconds

Original
Scaled

Alerts

`HAND_BRAKE` has constant value ""	Constant
`REVERSE` has constant value ""	Constant
Dataset has 15 (0.5%) duplicate rows	Duplicates
`context` is highly imbalanced (63.3%)	Imbalance
`DRAG` is non stationary	Non stationary
`GEAR` is non stationary	Non stationary
`GPS_Z` is non stationary	Non stationary
`GPS_Y` is non stationary	Non stationary
`GPS_X` is non stationary	Non stationary
`x` is non stationary	Non stationary
`y` is non stationary	Non stationary
`z` is non stationary	Non stationary
`YAW` is non stationary	Non stationary
`ODOMETER` is non stationary	Non stationary
`SPEED` is non stationary	Non stationary
`context_encoded` is non stationary	Non stationary
`DRAG` is seasonal	Seasonal
`GEAR` is seasonal	Seasonal
`GPS_Z` is seasonal	Seasonal
`x` is seasonal	Seasonal
`y` is seasonal	Seasonal
`z` is seasonal	Seasonal
`YAW` is seasonal	Seasonal
`ODOMETER` is seasonal	Seasonal
`SPEED` is seasonal	Seasonal
`context_encoded` is seasonal	Seasonal
`BRAKE` has 2829 (89.5%) zeros	Zeros
`DRAG` has 53 (1.7%) zeros	Zeros
`GEAR` has 63 (2.0%) zeros	Zeros
`GPS_X` has 295 (9.3%) zeros	Zeros
`IMU_ACC_Y` has 49 (1.5%) zeros	Zeros
`IMU_ACC_x` has 53 (1.7%) zeros	Zeros
`PITCH` has 57 (1.8%) zeros	Zeros
`PITCH_RATE` has 62 (2.0%) zeros	Zeros
`ROLL_RATE` has 54 (1.7%) zeros	Zeros
`YAW_RATE` has 53 (1.7%) zeros	Zeros
`THROTTLE` has 333 (10.5%) zeros	Zeros
`context_encoded` has 2535 (80.2%) zeros	Zeros

Reproduction

Analysis started	2025-06-26 20:09:14.381058
Analysis finished	2025-06-26 20:09:48.429465
Duration	34.05 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

BRAKE
Real number (ℝ)

ZEROS

Distinct	135
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.084945775

Minimum	0
Maximum	1
Zeros	2829
Zeros (%)	89.5%
Negative	0
Negative (%)	0.0%
Memory size	49.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.26505299
Coefficient of variation (CV)	3.120261
Kurtosis	7.0954927
Mean	0.084945775
Median Absolute Deviation (MAD)	0
Skewness	2.9690573
Sum	268.59854
Variance	0.070253086
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2829	89.5%
1	200	6.3%
0.458485	1	< 0.1%
0.443476	1	< 0.1%
0.349074	1	< 0.1%
0.943066	1	< 0.1%
0.422491	1	< 0.1%
0.379355	1	< 0.1%
0.339339	1	< 0.1%
0.088653	1	< 0.1%
Other values (125)	125	4.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2829	89.5%
0.001168	1	< 0.1%
0.053766	1	< 0.1%
0.063111	1	< 0.1%
0.065461	1	< 0.1%
0.088653	1	< 0.1%
0.093903	1	< 0.1%
0.104079	1	< 0.1%
0.116308	1	< 0.1%
0.12516	1	< 0.1%

Value	Count	Frequency (%)
1	200	6.3%
0.999267	1	< 0.1%
0.999034	1	< 0.1%
0.993295	1	< 0.1%
0.971314	1	< 0.1%
0.968562	1	< 0.1%
0.964555	1	< 0.1%
0.960099	1	< 0.1%
0.956182	1	< 0.1%
0.94858	1	< 0.1%

DRAG
Numeric time series

NON STATIONARY SEASONAL ZEROS

Distinct	2333
Distinct (%)	73.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	126.52018
Minimum	-15.402758
Maximum	240.08147
Zeros	53
Zeros (%)	1.7%
Memory size	49.4 KiB

Quantile statistics

Minimum	-15.402758
5-th percentile	9.2 × 10^-5
Q1	44.902324
median	132.74573
Q3	205.32027
95-th percentile	221.57207
Maximum	240.08147
Range	255.48422
Interquartile range (IQR)	160.41794

Descriptive statistics

Standard deviation	82.898901
Coefficient of variation (CV)	0.65522275
Kurtosis	-1.4553793
Mean	126.52018
Median Absolute Deviation (MAD)	73.391662
Skewness	-0.31640704
Sum	400056.81
Variance	6872.2278
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.1197327425

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
9.2 × 10^-5	102	3.2%
0.000398	88	2.8%
0.000228	54	1.7%
0	53	1.7%
35.399498	4	0.1%
65.901733	3	0.1%
65.935287	3	0.1%
29.047784	3	0.1%
30.125904	3	0.1%
31.348665	3	0.1%
Other values (2323)	2846	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15.402758	2	0.1%
-15.031488	2	0.1%
-14.35781	2	0.1%
-10.875965	2	0.1%
-8.477321	2	0.1%
-6.51059	2	0.1%
-5.991441	2	0.1%
-4.71921	2	0.1%
-4.589242	2	0.1%
-4.479235	2	0.1%

Value	Count	Frequency (%)
240.081466	1	< 0.1%
238.69757	1	< 0.1%
237.797805	1	< 0.1%
237.431015	1	< 0.1%
236.679595	1	< 0.1%
236.29277	1	< 0.1%
235.936615	1	< 0.1%
235.333297	1	< 0.1%
235.14215	1	< 0.1%
234.918273	1	< 0.1%

ACF and PACF

ENGINE_RPM
Real number (ℝ)

Distinct	2446
Distinct (%)	77.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.782263

Minimum	0
Maximum	52.198051
Zeros	9
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	49.4 KiB

Quantile statistics

Minimum	0
5-th percentile	26.922428
Q1	33.863835
median	39.367835
Q3	40.85668
95-th percentile	43.972306
Maximum	52.198051
Range	52.198051
Interquartile range (IQR)	6.9928455

Descriptive statistics

Standard deviation	6.7823525
Coefficient of variation (CV)	0.18439193
Kurtosis	7.5351129
Mean	36.782263
Median Absolute Deviation (MAD)	3.15229
Skewness	-2.1056744
Sum	116305.52
Variance	46.000305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9	0.3%
10.107251	5	0.2%
41.249801	4	0.1%
0.438544	4	0.1%
14.868809	4	0.1%
14.357683	4	0.1%
6.850517	4	0.1%
2.740438	4	0.1%
1.096267	4	0.1%
0.070178	4	0.1%
Other values (2436)	3116	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	0.3%
0.070178	4	0.1%
0.175432	4	0.1%
0.438544	4	0.1%
1.096267	4	0.1%
2.740438	4	0.1%
6.850517	4	0.1%
7.587834	1	< 0.1%
7.58786	3	0.1%
9.185283	2	0.1%

Value	Count	Frequency (%)
52.198051	1	< 0.1%
52.161445	1	< 0.1%
51.445297	1	< 0.1%
51.41645	1	< 0.1%
51.139308	1	< 0.1%
51.037883	1	< 0.1%
50.792701	2	0.1%
50.779041	1	< 0.1%
50.634082	1	< 0.1%
49.700012	1	< 0.1%

GEAR
Numeric time series

NON STATIONARY SEASONAL ZEROS

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.4440228
Minimum	0
Maximum	4
Zeros	63
Zeros (%)	2.0%
Memory size	49.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	3
Maximum	4
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.85865931
Coefficient of variation (CV)	0.35133032
Kurtosis	0.026033246
Mean	2.4440228
Median Absolute Deviation (MAD)	0
Skewness	-0.77268895
Sum	7728
Variance	0.7372958
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	4.756340403 × 10^-5

Histogram with fixed size bins (bins=5)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
3	1711	54.1%
2	802	25.4%
1	451	14.3%
4	135	4.3%
0	63	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	63	2.0%
1	451	14.3%
2	802	25.4%
3	1711	54.1%
4	135	4.3%

Value	Count	Frequency (%)
4	135	4.3%
3	1711	54.1%
2	802	25.4%
1	451	14.3%
0	63	2.0%

ACF and PACF

GPS_Z
Numeric time series

NON STATIONARY SEASONAL

Distinct	1322
Distinct (%)	41.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.9607263
Minimum	-0.106241
Maximum	30.633733
Zeros	0
Zeros (%)	0.0%
Memory size	49.4 KiB

Quantile statistics

Minimum	-0.106241
5-th percentile	-0.00398995
Q1	-0.003764
median	-0.003636
Q3	0.89702925
95-th percentile	30.571885
Maximum	30.633733
Range	30.739974
Interquartile range (IQR)	0.90079325

Descriptive statistics

Standard deviation	10.262038
Coefficient of variation (CV)	2.0686564
Kurtosis	1.6180245
Mean	4.9607263
Median Absolute Deviation (MAD)	0.0002245
Skewness	1.8338399
Sum	15685.817
Variance	105.30943
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.1019008254

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
-0.003727	43	1.4%
-0.003734	38	1.2%
-0.003729	34	1.1%
-0.003731	32	1.0%
-0.00373	31	1.0%
-0.003732	27	0.9%
-0.003733	26	0.8%
-0.003728	23	0.7%
-0.003811	14	0.4%
-0.003726	11	0.3%
Other values (1312)	2883	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.106241	5	0.2%
-0.100269	1	< 0.1%
-0.089697	1	< 0.1%
-0.089238	5	0.2%
-0.088586	1	< 0.1%
-0.088585	4	0.1%
-0.073091	1	< 0.1%
-0.059454	1	< 0.1%
-0.054624	1	< 0.1%
-0.054506	4	0.1%

Value	Count	Frequency (%)
30.633733	3	0.1%
30.626789	3	0.1%
30.623703	3	0.1%
30.62154	3	0.1%
30.617187	3	0.1%
30.606622	3	0.1%
30.602586	3	0.1%
30.600172	3	0.1%
30.597862	3	0.1%
30.595624	3	0.1%

ACF and PACF

GPS_Y
Numeric time series

NON STATIONARY

Distinct	125
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.4599304 × 10^-5
Minimum	-6.3 × 10^-5
Maximum	6.1 × 10^-5
Zeros	17
Zeros (%)	0.5%
Memory size	49.4 KiB

Quantile statistics

Minimum	-6.3 × 10^-5
5-th percentile	-6.195 × 10^-5
Q1	-2 × 10^-6
median	1.5 × 10^-5
Q3	5 × 10^-5
95-th percentile	5.8 × 10^-5
Maximum	6.1 × 10^-5
Range	0.000124
Interquartile range (IQR)	5.2 × 10^-5

Descriptive statistics

Standard deviation	3.6789324 × 10^-5
Coefficient of variation (CV)	2.5199368
Kurtosis	-0.5858575
Mean	1.4599304 × 10^-5
Median Absolute Deviation (MAD)	2.9 × 10^-5
Skewness	-0.57762291
Sum	0.046163
Variance	1.3534544 × 10^-9
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3440667256

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
-2 × 10^-6	594	18.8%
5.6 × 10^-5	193	6.1%
-6.3 × 10^-5	134	4.2%
5.7 × 10^-5	129	4.1%
5.8 × 10^-5	117	3.7%
-3 × 10^-6	97	3.1%
6.1 × 10^-5	89	2.8%
2.7 × 10^-5	81	2.6%
2.6 × 10^-5	71	2.2%
4.4 × 10^-5	53	1.7%
Other values (115)	1604	50.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.3 × 10^-5	134	4.2%
-6.2 × 10^-5	25	0.8%
-6.1 × 10^-5	19	0.6%
-6 × 10^-5	17	0.5%
-5.9 × 10^-5	14	0.4%
-5.8 × 10^-5	13	0.4%
-5.7 × 10^-5	13	0.4%
-5.6 × 10^-5	12	0.4%
-5.5 × 10^-5	10	0.3%
-5.4 × 10^-5	11	0.3%

Value	Count	Frequency (%)
6.1 × 10^-5	89	2.8%
6 × 10^-5	23	0.7%
5.9 × 10^-5	15	0.5%
5.8 × 10^-5	117	3.7%
5.7 × 10^-5	129	4.1%
5.6 × 10^-5	193	6.1%
5.5 × 10^-5	51	1.6%
5.4 × 10^-5	47	1.5%
5.3 × 10^-5	41	1.3%
5.2 × 10^-5	38	1.2%

ACF and PACF

GPS_X
Numeric time series

NON STATIONARY ZEROS

Distinct	140
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.2232764 × 10^-6
Minimum	-7.6 × 10^-5
Maximum	6.3 × 10^-5
Zeros	295
Zeros (%)	9.3%
Memory size	49.4 KiB

Quantile statistics

Minimum	-7.6 × 10^-5
5-th percentile	-5.7 × 10^-5
Q1	-1 × 10^-6
median	6 × 10^-6
Q3	2.5 × 10^-5
95-th percentile	6.1 × 10^-5
Maximum	6.3 × 10^-5
Range	0.000139
Interquartile range (IQR)	2.6 × 10^-5

Descriptive statistics

Standard deviation	2.9479704 × 10^-5
Coefficient of variation (CV)	3.1962291
Kurtosis	1.3209153
Mean	9.2232764 × 10^-6
Median Absolute Deviation (MAD)	8 × 10^-6
Skewness	-0.57588349
Sum	0.029164
Variance	8.6905295 × 10^-10
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.9141550938

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
-1 × 10^-6	404	12.8%
0	295	9.3%
9 × 10^-6	204	6.5%
6.1 × 10^-5	154	4.9%
-2 × 10^-6	135	4.3%
3.1 × 10^-5	130	4.1%
4 × 10^-6	85	2.7%
5 × 10^-6	76	2.4%
6.2 × 10^-5	64	2.0%
6 × 10^-6	59	1.9%
Other values (130)	1556	49.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.6 × 10^-5	46	1.5%
-7.5 × 10^-5	16	0.5%
-7.4 × 10^-5	10	0.3%
-7.3 × 10^-5	8	0.3%
-7.2 × 10^-5	8	0.3%
-7.1 × 10^-5	6	0.2%
-7 × 10^-5	6	0.2%
-6.9 × 10^-5	6	0.2%
-6.8 × 10^-5	6	0.2%
-6.7 × 10^-5	5	0.2%

Value	Count	Frequency (%)
6.3 × 10^-5	28	0.9%
6.2 × 10^-5	64	2.0%
6.1 × 10^-5	154	4.9%
6 × 10^-5	20	0.6%
5.9 × 10^-5	15	0.5%
5.8 × 10^-5	12	0.4%
5.7 × 10^-5	12	0.4%
5.6 × 10^-5	10	0.3%
5.5 × 10^-5	10	0.3%
5.4 × 10^-5	9	0.3%

ACF and PACF

x
Numeric time series

NON STATIONARY SEASONAL

Distinct	32
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6378141.2
Minimum	6378136
Maximum	6378167
Zeros	0
Zeros (%)	0.0%
Memory size	49.4 KiB

Quantile statistics

Minimum	6378136
5-th percentile	6378136
Q1	6378136
median	6378136
Q3	6378137
95-th percentile	6378167
Maximum	6378167
Range	31
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	10.397213
Coefficient of variation (CV)	1.6301321 × 10^-6
Kurtosis	1.5728917
Mean	6378141.2
Median Absolute Deviation (MAD)	0
Skewness	1.8192731
Sum	2.0167682 × 10¹⁰
Variance	108.10203
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.1018458657

Histogram with fixed size bins (bins=32)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
6378136	2105	66.6%
6378167	300	9.5%
6378137	274	8.7%
6378138	49	1.5%
6378139	39	1.2%
6378147	34	1.1%
6378146	27	0.9%
6378142	26	0.8%
6378145	25	0.8%
6378140	25	0.8%
Other values (22)	258	8.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6378136	2105	66.6%
6378137	274	8.7%
6378138	49	1.5%
6378139	39	1.2%
6378140	25	0.8%
6378141	24	0.8%
6378142	26	0.8%
6378143	4	0.1%
6378144	5	0.2%
6378145	25	0.8%

Value	Count	Frequency (%)
6378167	300	9.5%
6378166	18	0.6%
6378165	18	0.6%
6378164	15	0.5%
6378163	18	0.6%
6378162	15	0.5%
6378161	15	0.5%
6378160	15	0.5%
6378159	15	0.5%
6378158	15	0.5%

ACF and PACF

y
Numeric time series

NON STATIONARY SEASONAL

Distinct	709
Distinct (%)	22.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	93.61575
Minimum	-408
Maximum	392
Zeros	2
Zeros (%)	0.1%
Memory size	49.4 KiB

Quantile statistics

Minimum	-408
5-th percentile	-395
Q1	-16
median	98.5
Q3	323
95-th percentile	374
Maximum	392
Range	800
Interquartile range (IQR)	339

Descriptive statistics

Standard deviation	237.12904
Coefficient of variation (CV)	2.5330037
Kurtosis	-0.60054837
Mean	93.61575
Median Absolute Deviation (MAD)	183.5
Skewness	-0.57450288
Sum	296013
Variance	56230.182
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.313784212

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
-16	504	15.9%
363	133	4.2%
364	92	2.9%
-407	89	2.8%
172	79	2.5%
374	69	2.2%
392	68	2.2%
-19	48	1.5%
-17	42	1.3%
-20	42	1.3%
Other values (699)	1996	63.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-408	8	0.3%
-407	89	2.8%
-406	10	0.3%
-405	8	0.3%
-404	7	0.2%
-403	6	0.2%
-402	4	0.1%
-401	5	0.2%
-400	5	0.2%
-399	3	0.1%

Value	Count	Frequency (%)
392	68	2.2%
391	9	0.3%
390	7	0.2%
389	5	0.2%
388	5	0.2%
387	4	0.1%
386	3	0.1%
385	4	0.1%
384	3	0.1%
383	3	0.1%

ACF and PACF

z
Numeric time series

NON STATIONARY SEASONAL

Distinct	738
Distinct (%)	23.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	59.395003
Minimum	-484
Maximum	399
Zeros	12
Zeros (%)	0.4%
Memory size	49.4 KiB

Quantile statistics

Minimum	-484
5-th percentile	-364.95
Q1	-11
median	43
Q3	162
95-th percentile	389
Maximum	399
Range	883
Interquartile range (IQR)	173

Descriptive statistics

Standard deviation	188.36788
Coefficient of variation (CV)	3.1714433
Kurtosis	1.290322
Mean	59.395003
Median Absolute Deviation (MAD)	55
Skewness	-0.57688889
Sum	187807
Variance	35482.459
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.9054799011

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
-12	302	9.6%
4	215	6.8%
61	169	5.3%
-11	129	4.1%
198	110	3.5%
389	62	2.0%
399	58	1.8%
-13	57	1.8%
30	50	1.6%
388	45	1.4%
Other values (728)	1965	62.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-484	8	0.3%
-483	32	1.0%
-482	5	0.2%
-481	3	0.1%
-480	3	0.1%
-479	2	0.1%
-478	3	0.1%
-477	2	0.1%
-476	2	0.1%
-475	2	0.1%

Value	Count	Frequency (%)
399	58	1.8%
398	34	1.1%
390	38	1.2%
389	62	2.0%
388	45	1.4%
387	6	0.2%
386	5	0.2%
385	3	0.1%
384	3	0.1%
383	3	0.1%

ACF and PACF

HAND_BRAKE
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	49.4 KiB

0	3162

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3162
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3162	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3162	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	3162	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3162	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	3162	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3162	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	3162	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3162	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	3162	100.0%

IMU_ACC_Y
Real number (ℝ)

ZEROS

Distinct	2437
Distinct (%)	77.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.52360855

Minimum	-13.443899
Maximum	11.406861
Zeros	49
Zeros (%)	1.5%
Negative	997
Negative (%)	31.5%
Memory size	49.4 KiB

Quantile statistics

Minimum	-13.443899
5-th percentile	-0.92325035
Q1	-0.05393075
median	0.1791115
Q3	1.302482
95-th percentile	1.9864321
Maximum	11.406861
Range	24.85076
Interquartile range (IQR)	1.3564127

Descriptive statistics

Standard deviation	1.3232966
Coefficient of variation (CV)	2.5272631
Kurtosis	26.560176
Mean	0.52360855
Median Absolute Deviation (MAD)	0.5414505
Skewness	0.17262914
Sum	1655.6502
Variance	1.7511138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49	1.5%
-0.140223	4	0.1%
1.277475	3	0.1%
4.024365	3	0.1%
4.422623	3	0.1%
-5.01921	3	0.1%
-0.529007	3	0.1%
1.078569	3	0.1%
1.384626	3	0.1%
1.462672	3	0.1%
Other values (2427)	3085	97.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13.443899	2	0.1%
-13.160375	2	0.1%
-7.43546	2	0.1%
-5.050714	2	0.1%
-5.01921	3	0.1%
-4.812965	1	< 0.1%
-4.675046	1	< 0.1%
-4.606865	1	< 0.1%
-3.912284	1	< 0.1%
-3.847465	1	< 0.1%

Value	Count	Frequency (%)
11.406861	2	0.1%
9.90489	1	< 0.1%
9.826623	1	< 0.1%
9.425202	1	< 0.1%
9.396113	1	< 0.1%
9.357986	1	< 0.1%
9.054358	1	< 0.1%
8.990455	1	< 0.1%
8.602247	1	< 0.1%
8.444489	1	< 0.1%

IMU_ACC_x
Real number (ℝ)

ZEROS

Distinct	2434
Distinct (%)	77.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23019244

Minimum	-58.826141
Maximum	18.526969
Zeros	53
Zeros (%)	1.7%
Negative	843
Negative (%)	26.7%
Memory size	49.4 KiB

Quantile statistics

Minimum	-58.826141
5-th percentile	-1.329974
Q1	-0.011554
median	0.3540905
Q3	0.64987775
95-th percentile	1.903606
Maximum	18.526969
Range	77.35311
Interquartile range (IQR)	0.66143175

Descriptive statistics

Standard deviation	2.9174438
Coefficient of variation (CV)	12.673934
Kurtosis	243.00133
Mean	0.23019244
Median Absolute Deviation (MAD)	0.3540905
Skewness	-13.7002
Sum	727.8685
Variance	8.5114781
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	53	1.7%
0.098638	4	0.1%
0.779737	4	0.1%
0.614271	4	0.1%
-1.401461	3	0.1%
-0.635707	3	0.1%
-13.557045	3	0.1%
-51.609375	3	0.1%
1.903606	3	0.1%
1.771035	3	0.1%
Other values (2424)	3079	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-58.826141	2	0.1%
-51.609375	3	0.1%
-42.812061	2	0.1%
-32.608562	2	0.1%
-23.43909	2	0.1%
-13.557045	3	0.1%
-6.718339	2	0.1%
-5.691582	2	0.1%
-4.825169	3	0.1%
-3.268458	3	0.1%

Value	Count	Frequency (%)
18.526969	2	0.1%
12.541857	2	0.1%
6.672418	2	0.1%
5.61059	2	0.1%
5.509144	2	0.1%
5.257305	2	0.1%
5.158426	2	0.1%
4.849678	2	0.1%
4.822124	2	0.1%
4.688665	2	0.1%

PITCH
Numeric time series

ZEROS

Distinct	1476
Distinct (%)	46.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.014136645
Minimum	-0.115947
Maximum	0.194723
Zeros	57
Zeros (%)	1.8%
Memory size	49.4 KiB

Quantile statistics

Minimum	-0.115947
5-th percentile	-0.03078
Q1	-9.35 × 10^-5
median	0.000151
Q3	0.00050675
95-th percentile	0.1747458
Maximum	0.194723
Range	0.31067
Interquartile range (IQR)	0.00060025

Descriptive statistics

Standard deviation	0.053451862
Coefficient of variation (CV)	3.7810854
Kurtosis	4.3979852
Mean	0.014136645
Median Absolute Deviation (MAD)	0.000291
Skewness	2.1661417
Sum	44.700071
Variance	0.0028571015
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.757725905 × 10^-6

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
0	57	1.8%
0.000136	34	1.1%
0.000128	23	0.7%
0.000131	20	0.6%
0.000132	19	0.6%
0.000134	18	0.6%
0.00013	18	0.6%
0.000123	18	0.6%
0.000124	18	0.6%
0.000129	17	0.5%
Other values (1466)	2920	92.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.115947	1	< 0.1%
-0.115237	1	< 0.1%
-0.115163	1	< 0.1%
-0.114611	1	< 0.1%
-0.108314	1	< 0.1%
-0.107674	1	< 0.1%
-0.105349	1	< 0.1%
-0.102454	1	< 0.1%
-0.098286	1	< 0.1%
-0.09749	1	< 0.1%

Value	Count	Frequency (%)
0.194723	1	< 0.1%
0.193723	1	< 0.1%
0.193165	1	< 0.1%
0.192845	1	< 0.1%
0.192656	1	< 0.1%
0.189495	1	< 0.1%
0.187323	1	< 0.1%
0.186611	1	< 0.1%
0.186039	1	< 0.1%
0.180003	3	0.1%

ACF and PACF

PITCH_RATE
Real number (ℝ)

ZEROS

Distinct	1851
Distinct (%)	58.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00071973435

Minimum	-0.529735
Maximum	0.641424
Zeros	62
Zeros (%)	2.0%
Negative	1214
Negative (%)	38.4%
Memory size	49.4 KiB

Quantile statistics

Minimum	-0.529735
5-th percentile	-0.026233
Q1	-0.0005725
median	8.4 × 10^-5
Q3	0.00070675
95-th percentile	0.014463
Maximum	0.641424
Range	1.171159
Interquartile range (IQR)	0.00127925

Descriptive statistics

Standard deviation	0.046528644
Coefficient of variation (CV)	64.64697
Kurtosis	64.453952
Mean	0.00071973435
Median Absolute Deviation (MAD)	0.0006415
Skewness	2.1577452
Sum	2.2758
Variance	0.0021649147
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	62	2.0%
-2.1 × 10^-5	14	0.4%
-2.8 × 10^-5	12	0.4%
1.8 × 10^-5	12	0.4%
3.2 × 10^-5	11	0.3%
-1.7 × 10^-5	11	0.3%
8.4 × 10^-5	11	0.3%
1 × 10^-6	11	0.3%
2 × 10^-5	10	0.3%
0.000142	10	0.3%
Other values (1841)	2998	94.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.529735	1	< 0.1%
-0.488124	1	< 0.1%
-0.447172	1	< 0.1%
-0.428374	1	< 0.1%
-0.403625	1	< 0.1%
-0.378662	1	< 0.1%
-0.360015	1	< 0.1%
-0.330706	1	< 0.1%
-0.323859	1	< 0.1%
-0.309684	1	< 0.1%

Value	Count	Frequency (%)
0.641424	1	< 0.1%
0.542346	1	< 0.1%
0.481479	1	< 0.1%
0.46821	3	0.1%
0.406736	3	0.1%
0.330782	3	0.1%
0.329931	1	< 0.1%
0.320779	1	< 0.1%
0.308208	1	< 0.1%
0.304064	1	< 0.1%

ROLL_RATE
Real number (ℝ)

ZEROS

Distinct	2406
Distinct (%)	76.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.023850397

Minimum	-1.501337
Maximum	0.757288
Zeros	54
Zeros (%)	1.7%
Negative	1283
Negative (%)	40.6%
Memory size	49.4 KiB

Quantile statistics

Minimum	-1.501337
5-th percentile	-0.07134425
Q1	-0.006439
median	0.0053485
Q3	0.07373625
95-th percentile	0.12893475
Maximum	0.757288
Range	2.258625
Interquartile range (IQR)	0.08017525

Descriptive statistics

Standard deviation	0.10301319
Coefficient of variation (CV)	4.3191392
Kurtosis	76.536085
Mean	0.023850397
Median Absolute Deviation (MAD)	0.02654
Skewness	-3.9105155
Sum	75.414956
Variance	0.010611716
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	54	1.7%
-7 × 10^-6	10	0.3%
-7.4 × 10^-5	5	0.2%
-0.008655	4	0.1%
0.073069	4	0.1%
0.004182	4	0.1%
0.011238	4	0.1%
-0.000496	4	0.1%
-0.005855	4	0.1%
-0.005732	4	0.1%
Other values (2396)	3065	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1.501337	2	0.1%
-1.366656	2	0.1%
-1.331732	2	0.1%
-0.469687	1	< 0.1%
-0.45628	1	< 0.1%
-0.437784	1	< 0.1%
-0.411591	1	< 0.1%
-0.392912	3	0.1%
-0.367209	1	< 0.1%
-0.314526	1	< 0.1%

Value	Count	Frequency (%)
0.757288	1	< 0.1%
0.738262	1	< 0.1%
0.715061	1	< 0.1%
0.701859	1	< 0.1%
0.686914	1	< 0.1%
0.674528	1	< 0.1%
0.66279	1	< 0.1%
0.636216	1	< 0.1%
0.626367	1	< 0.1%
0.5877	1	< 0.1%

IMU_ACC_Z
Real number (ℝ)

Distinct	2325
Distinct (%)	73.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.7413936

Minimum	-26.522083
Maximum	20.668369
Zeros	0
Zeros (%)	0.0%
Negative	5
Negative (%)	0.2%
Memory size	49.4 KiB

Quantile statistics

Minimum	-26.522083
5-th percentile	9.3760505
Q1	9.7841265
median	9.8077775
Q3	9.8099953
95-th percentile	10.145661
Maximum	20.668369
Range	47.190452
Interquartile range (IQR)	0.02586875

Descriptive statistics

Standard deviation	1.6327719
Coefficient of variation (CV)	0.16761173
Kurtosis	385.28463
Mean	9.7413936
Median Absolute Deviation (MAD)	0.006153
Skewness	-16.995635
Sum	30802.286
Variance	2.6659439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.809906	8	0.3%
9.809928	6	0.2%
9.808494	5	0.2%
9.808762	5	0.2%
9.663406	4	0.1%
9.80983	4	0.1%
9.809869	4	0.1%
9.809886	4	0.1%
9.50986	4	0.1%
9.809402	4	0.1%
Other values (2315)	3114	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-26.522083	3	0.1%
-26.52206	1	< 0.1%
-26.522052	1	< 0.1%
4.328944	1	< 0.1%
4.528802	1	< 0.1%
4.649256	2	0.1%
4.854049	1	< 0.1%
5.074608	2	0.1%
5.404777	3	0.1%
5.899897	1	< 0.1%

Value	Count	Frequency (%)
20.668369	1	< 0.1%
19.430276	1	< 0.1%
18.589395	1	< 0.1%
18.063919	1	< 0.1%
16.744367	1	< 0.1%
16.628337	1	< 0.1%
16.287488	1	< 0.1%
16.145395	1	< 0.1%
14.832685	1	< 0.1%
14.83267	2	0.1%

YAW
Numeric time series

NON STATIONARY SEASONAL

Distinct	2316
Distinct (%)	73.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.3250196
Minimum	0.000954
Maximum	6.28302
Zeros	0
Zeros (%)	0.0%
Memory size	49.4 KiB

Quantile statistics

Minimum	0.000954
5-th percentile	0.8657019
Q1	1.6466107
median	3.140936
Q3	4.714986
95-th percentile	6.0081144
Maximum	6.28302
Range	6.282066
Interquartile range (IQR)	3.0683752

Descriptive statistics

Standard deviation	1.649487
Coefficient of variation (CV)	0.4960834
Kurtosis	-0.92360575
Mean	3.3250196
Median Absolute Deviation (MAD)	1.56423
Skewness	0.11449682
Sum	10513.712
Variance	2.7208074
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.0003498529758

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
1.576706	26	0.8%
5.172364	24	0.8%
1.576716	16	0.5%
4.899054	12	0.4%
4.708467	12	0.4%
1.576726	10	0.3%
4.712043	7	0.2%
3.092188	6	0.2%
1.57045	6	0.2%
4.712734	5	0.2%
Other values (2306)	3038	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000954	1	< 0.1%
0.001082	1	< 0.1%
0.002004	2	0.1%
0.002227	2	0.1%
0.003184	1	< 0.1%
0.003983	1	< 0.1%
0.00469	2	0.1%
0.005005	1	< 0.1%
0.005077	2	0.1%
0.005313	2	0.1%

Value	Count	Frequency (%)
6.28302	2	0.1%
6.282881	2	0.1%
6.281734	1	< 0.1%
6.281616	2	0.1%
6.281593	2	0.1%
6.28158	1	< 0.1%
6.281479	1	< 0.1%
6.28142	2	0.1%
6.281297	1	< 0.1%
6.281018	2	0.1%

ACF and PACF

YAW_RATE
Real number (ℝ)

ZEROS

Distinct	2196
Distinct (%)	69.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0022498112

Minimum	-0.213879
Maximum	0.650105
Zeros	53
Zeros (%)	1.7%
Negative	1443
Negative (%)	45.6%
Memory size	49.4 KiB

Quantile statistics

Minimum	-0.213879
5-th percentile	-0.0160075
Q1	-0.00155175
median	4.9 × 10^-5
Q3	0.001931
95-th percentile	0.030574
Maximum	0.650105
Range	0.863984
Interquartile range (IQR)	0.00348275

Descriptive statistics

Standard deviation	0.03158687
Coefficient of variation (CV)	14.039787
Kurtosis	215.36194
Mean	0.0022498112
Median Absolute Deviation (MAD)	0.001722
Skewness	11.576178
Sum	7.113903
Variance	0.00099773033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	53	1.7%
8 × 10^-6	14	0.4%
0.003568	6	0.2%
-0.000157	6	0.2%
0.001766	6	0.2%
9 × 10^-6	6	0.2%
0.000135	6	0.2%
-0.000115	5	0.2%
-0.000295	5	0.2%
0.000163	5	0.2%
Other values (2186)	3050	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.213879	3	0.1%
-0.133506	1	< 0.1%
-0.100518	2	0.1%
-0.093696	1	< 0.1%
-0.090864	3	0.1%
-0.090546	3	0.1%
-0.080911	2	0.1%
-0.080683	1	< 0.1%
-0.078437	1	< 0.1%
-0.072334	1	< 0.1%

Value	Count	Frequency (%)
0.650105	3	0.1%
0.457395	3	0.1%
0.267846	1	< 0.1%
0.217327	3	0.1%
0.211907	3	0.1%
0.152384	1	< 0.1%
0.150369	1	< 0.1%
0.148911	1	< 0.1%
0.142004	1	< 0.1%
0.132529	1	< 0.1%

ODOMETER
Numeric time series

NON STATIONARY SEASONAL

Distinct	2444
Distinct (%)	77.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	614.1373
Minimum	0
Maximum	1460.4874
Zeros	5
Zeros (%)	0.2%
Memory size	49.4 KiB

Quantile statistics

Minimum	0
5-th percentile	7.723196
Q1	150.26232
median	491.91386
Q3	1128.2242
95-th percentile	1376.9025
Maximum	1460.4874
Range	1460.4874
Interquartile range (IQR)	977.96186

Descriptive statistics

Standard deviation	503.49857
Coefficient of variation (CV)	0.81984692
Kurtosis	-1.4754163
Mean	614.1373
Median Absolute Deviation (MAD)	421.56207
Skewness	0.31213709
Sum	1941902.1
Variance	253510.81
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.1978918544

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
263.789489	8	0.3%
1376.92163	6	0.2%
263.789428	6	0.2%
0	5	0.2%
0.116114	5	0.2%
0.199005	5	0.2%
0.21666	4	0.1%
263.789337	4	0.1%
263.789367	4	0.1%
263.789398	4	0.1%
Other values (2434)	3111	98.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.2%
0.116114	5	0.2%
0.182002	3	0.1%
0.182003	2	0.1%
0.199005	5	0.2%
0.21666	4	0.1%
0.216661	1	< 0.1%
0.25074	4	0.1%
0.254205	1	< 0.1%
0.285552	2	0.1%

Value	Count	Frequency (%)
1460.487426	1	< 0.1%
1458.810546	1	< 0.1%
1457.138183	1	< 0.1%
1455.470214	1	< 0.1%
1453.801757	1	< 0.1%
1452.12561	1	< 0.1%
1450.449462	1	< 0.1%
1448.777099	1	< 0.1%
1447.10437	1	< 0.1%
1445.423828	1	< 0.1%

ACF and PACF

REVERSE
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	49.4 KiB

0	3162

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3162
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3162	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3162	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	3162	100.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3162	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	3162	100.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3162	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	3162	100.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3162	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	3162	100.0%

STEER
Numeric time series

Distinct	2410
Distinct (%)	76.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.031367995
Minimum	-0.19815
Maximum	0.52695
Zeros	0
Zeros (%)	0.0%
Memory size	49.4 KiB

Quantile statistics

Minimum	-0.19815
5-th percentile	-0.03110775
Q1	-0.003816
median	0.013834
Q3	0.032788
95-th percentile	0.123587
Maximum	0.52695
Range	0.7251
Interquartile range (IQR)	0.036604

Descriptive statistics

Standard deviation	0.095899182
Coefficient of variation (CV)	3.0572302
Kurtosis	16.099213
Mean	0.031367995
Median Absolute Deviation (MAD)	0.0182345
Skewness	3.9737712
Sum	99.1856
Variance	0.0091966531
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	5.923256661 × 10^-7

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
-0.005025	12	0.4%
-0.005045	8	0.3%
-0.005024	6	0.2%
-0.005035	6	0.2%
-0.005034	4	0.1%
0.032771	4	0.1%
-0.018632	4	0.1%
-0.000732	4	0.1%
0.0298	4	0.1%
0.038198	4	0.1%
Other values (2400)	3106	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.19815	1	< 0.1%
-0.192432	1	< 0.1%
-0.177023	1	< 0.1%
-0.17543	1	< 0.1%
-0.141214	1	< 0.1%
-0.136721	1	< 0.1%
-0.119564	1	< 0.1%
-0.118632	2	0.1%
-0.115572	1	< 0.1%
-0.104772	1	< 0.1%

Value	Count	Frequency (%)
0.52695	2	0.1%
0.522865	2	0.1%
0.520324	2	0.1%
0.52012	2	0.1%
0.512896	2	0.1%
0.512569	2	0.1%
0.507948	2	0.1%
0.502882	2	0.1%
0.502346	2	0.1%
0.497945	2	0.1%

ACF and PACF

THROTTLE
Real number (ℝ)

ZEROS

Distinct	116
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.87699249

Minimum	0
Maximum	1
Zeros	333
Zeros (%)	10.5%
Negative	0
Negative (%)	0.0%
Memory size	49.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.31945779
Coefficient of variation (CV)	0.36426514
Kurtosis	3.3673275
Mean	0.87699249
Median Absolute Deviation (MAD)	0
Skewness	-2.2936846
Sum	2773.0502
Variance	0.10205328
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2715	85.9%
0	333	10.5%
0.199838	1	< 0.1%
0.236976	1	< 0.1%
0.513125	1	< 0.1%
0.565894	1	< 0.1%
0.52597	1	< 0.1%
0.624973	1	< 0.1%
0.509991	1	< 0.1%
0.324813	1	< 0.1%
Other values (106)	106	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	333	10.5%
0.002366	1	< 0.1%
0.007231	1	< 0.1%
0.022224	1	< 0.1%
0.024958	1	< 0.1%
0.057062	1	< 0.1%
0.070636	1	< 0.1%
0.074476	1	< 0.1%
0.074889	1	< 0.1%
0.080993	1	< 0.1%

Value	Count	Frequency (%)
1	2715	85.9%
0.99459	1	< 0.1%
0.975629	1	< 0.1%
0.97409	1	< 0.1%
0.970321	1	< 0.1%
0.96945	1	< 0.1%
0.968705	1	< 0.1%
0.956779	1	< 0.1%
0.954376	1	< 0.1%
0.948815	1	< 0.1%

SPEED
Numeric time series

NON STATIONARY SEASONAL

Distinct	2459
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.30455
Minimum	0
Maximum	17.457639
Zeros	3
Zeros (%)	0.1%
Memory size	49.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.015166684
Q1	7.5564346
median	12.985402
Q3	16.147764
95-th percentile	16.77356
Maximum	17.457639
Range	17.457639
Interquartile range (IQR)	8.5913289

Descriptive statistics

Standard deviation	5.7544302
Coefficient of variation (CV)	0.50903666
Kurtosis	-0.62488818
Mean	11.30455
Median Absolute Deviation (MAD)	3.2594041
Skewness	-0.86113994
Sum	35744.986
Variance	33.113467
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.007446588213

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
6.702996021	4	0.1%
0.365968	4	0.1%
0.280211	4	0.1%
13.16185478	3	0.1%
5.419372335	3	0.1%
0.995152718	3	0.1%
0.7257391286	3	0.1%
0.6028081796	3	0.1%
0.2296083513	3	0.1%
0.06764027104	3	0.1%
Other values (2449)	3129	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.1%
0.0004270960079	2	0.1%
0.0004536342139	2	0.1%
0.0005245426579	2	0.1%
0.0005543311285	2	0.1%
0.0005813587533	2	0.1%
0.0006099819669	2	0.1%
0.000680742242	2	0.1%
0.0007178983215	2	0.1%
0.0007280734853	2	0.1%

Value	Count	Frequency (%)
17.45763936	1	< 0.1%
17.42016652	1	< 0.1%
17.36425131	1	< 0.1%
17.36375115	1	< 0.1%
17.33673071	1	< 0.1%
17.32257958	1	< 0.1%
17.31929111	1	< 0.1%
17.29252595	1	< 0.1%
17.27487451	1	< 0.1%
17.26617515	1	< 0.1%

ACF and PACF

context
Categorical

IMBALANCE

Distinct	8
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	49.4 KiB

road	2535
ramp_desc_7.5_0.0_1	291
ramp_two_way_12.5_1.0_2	160
ramp_asc_2.5_90.5_1	113
ramp_two_way_12.5_1.0_1	44
Other values (3)	19

Length

Max length	23
Median length	4
Mean length	7.2473118
Min length	4

Characters and Unicode

Total characters	22916
Distinct characters	27
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	road
2nd row	road
3rd row	road
4th row	road
5th row	road

Common Values

Value	Count	Frequency (%)
road	2535	80.2%
ramp_desc_7.5_0.0_1	291	9.2%
ramp_two_way_12.5_1.0_2	160	5.1%
ramp_asc_2.5_90.5_1	113	3.6%
ramp_two_way_12.5_1.0_1	44	1.4%
pothole_medium_2.56_24	9	0.3%
pothole_small_2.56_39	5	0.2%
pothole_small_2.56_37	5	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
road	2535	80.2%
ramp_desc_7.5_0.0_1	291	9.2%
ramp_two_way_12.5_1.0_2	160	5.1%
ramp_asc_2.5_90.5_1	113	3.6%
ramp_two_way_12.5_1.0_1	44	1.4%
pothole_medium_2.56_24	9	0.3%
pothole_small_2.56_39	5	0.2%
pothole_small_2.56_37	5	0.2%

Most occurring characters

Value	Count	Frequency (%)
a	3470	15.1%
r	3143	13.7%
d	2835	12.4%
o	2777	12.1%
_	2693	11.8%
.	1235	5.4%
0	899	3.9%
1	856	3.7%
5	740	3.2%
m	636	2.8%
Other values (17)	3632	15.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	22916	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	3470	15.1%
r	3143	13.7%
d	2835	12.4%
o	2777	12.1%
_	2693	11.8%
.	1235	5.4%
0	899	3.9%
1	856	3.7%
5	740	3.2%
m	636	2.8%
Other values (17)	3632	15.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	22916	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	3470	15.1%
r	3143	13.7%
d	2835	12.4%
o	2777	12.1%
_	2693	11.8%
.	1235	5.4%
0	899	3.9%
1	856	3.7%
5	740	3.2%
m	636	2.8%
Other values (17)	3632	15.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	22916	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	3470	15.1%
r	3143	13.7%
d	2835	12.4%
o	2777	12.1%
_	2693	11.8%
.	1235	5.4%
0	899	3.9%
1	856	3.7%
5	740	3.2%
m	636	2.8%
Other values (17)	3632	15.8%

context_encoded
Numeric time series

NON STATIONARY SEASONAL ZEROS

Distinct	8
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.89089184
Minimum	0
Maximum	7
Zeros	2535
Zeros (%)	80.2%
Memory size	49.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	7
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.1050667
Coefficient of variation (CV)	2.3628757
Kurtosis	3.7470918
Mean	0.89089184
Median Absolute Deviation (MAD)	0
Skewness	2.3012958
Sum	2817
Variance	4.4313058
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.001312022779

Histogram with fixed size bins (bins=8)

Gap statistics

number of gaps	0
min	0
max	0
mean	0
std	0

Value	Count	Frequency (%)
0	2535	80.2%
7	291	9.2%
3	160	5.1%
1	113	3.6%
2	44	1.4%
6	9	0.3%
4	5	0.2%
5	5	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2535	80.2%
1	113	3.6%
2	44	1.4%
3	160	5.1%
4	5	0.2%
5	5	0.2%
6	9	0.3%
7	291	9.2%

Value	Count	Frequency (%)
7	291	9.2%
6	9	0.3%
5	5	0.2%
4	5	0.2%
3	160	5.1%
2	44	1.4%
1	113	3.6%
0	2535	80.2%

ACF and PACF

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	DRAG	ENGINE_RPM	GEAR	GPS_Z	GPS_Y	GPS_X	x	y	z	IMU_ACC_Y	IMU_ACC_x	PITCH	PITCH_RATE	ROLL_RATE	IMU_ACC_Z	YAW	YAW_RATE	ODOMETER	STEER	THROTTLE	SPEED	context
1970-01-01 00:00:00.000000000	160.676132	38.941371	3.0	0.029789	0.000031	0.000009	6378137.0	202.0	61.0	-2.081120	0.843920	0.000388	0.000907	-0.151555	9.799942	1.586746	-0.001738	227.110366	-0.056249	1.0	14.292417	road
1970-01-01 00:00:00.000000001	162.479293	39.008480	3.0	0.029798	0.000031	0.000009	6378137.0	201.0	61.0	-2.137551	0.833667	0.000372	0.000829	-0.155114	9.799271	1.571487	-0.001407	228.543869	-0.035113	1.0	14.372172	road
1970-01-01 00:00:00.000000002	164.408218	39.071178	3.0	0.029798	0.000031	0.000009	6378137.0	199.0	61.0	-1.346500	0.864863	0.000368	0.000463	-0.112286	9.803283	1.558405	0.007560	229.985778	-0.014889	1.0	14.457378	road
1970-01-01 00:00:00.000000003	166.298751	39.139198	3.0	0.029795	0.000031	0.000009	6378137.0	198.0	61.0	-1.048083	0.856278	0.000371	0.000252	-0.086157	9.805996	1.548717	0.008834	231.436065	0.002244	1.0	14.540159	road
1970-01-01 00:00:00.000000004	168.168945	39.204109	3.0	0.029794	0.000030	0.000009	6378137.0	196.0	61.0	-0.735484	0.840373	0.000375	0.000056	-0.043180	9.808198	1.542635	0.011964	232.894592	0.009030	1.0	14.622102	road
1970-01-01 00:00:00.000000005	170.016815	39.268688	3.0	0.029793	0.000030	0.000009	6378137.0	195.0	61.0	-0.275715	0.819648	0.000379	-0.000038	-0.004616	9.809533	1.540590	0.012093	234.361236	0.019749	1.0	14.702448	road
1970-01-01 00:00:00.000000006	171.800872	39.333255	3.0	0.029793	0.000030	0.000009	6378137.0	193.0	61.0	0.222693	0.787922	0.000382	-0.000012	0.040335	9.809729	1.542775	0.012797	235.835769	0.038828	1.0	14.779649	road
1970-01-01 00:00:00.000000007	173.591445	39.395111	3.0	0.029793	0.000030	0.000009	6378137.0	192.0	61.0	0.559424	0.758137	0.000384	0.000078	0.071093	9.808869	1.548620	0.010157	237.317886	0.041295	1.0	14.856264	road
1970-01-01 00:00:00.000000008	175.396331	39.457695	3.0	0.029793	0.000029	0.000009	6378137.0	190.0	61.0	0.644690	0.768809	0.000387	0.000181	0.086338	9.808125	1.556627	0.005760	238.807678	0.037651	1.0	14.932651	road
1970-01-01 00:00:00.000000009	177.137847	39.521411	3.0	0.029793	0.000029	0.000009	6378137.0	189.0	61.0	0.990156	0.747006	0.000385	0.000340	0.104920	9.807108	1.566347	0.004423	240.304901	0.045904	1.0	15.006085	road

	DRAG	ENGINE_RPM	GEAR	GPS_Z	GPS_Y	GPS_X	x	y	z	IMU_ACC_Y	IMU_ACC_x	PITCH	PITCH_RATE	ROLL_RATE	IMU_ACC_Z	YAW	YAW_RATE	ODOMETER	STEER	THROTTLE	SPEED	context
1970-01-01 00:00:00.000003152	35.733100	40.503131	2.0	2.381704	0.000009	0.000063	6378139.0	57.0	399.0	-0.050612	0.855489	0.088079	-0.014612	0.010999	9.669597	4.718536	-0.020450	39.428993	-0.002900	1.0	6.739917	road
1970-01-01 00:00:00.000003153	35.707740	41.033477	2.0	2.433976	0.000009	0.000063	6378139.0	58.0	399.0	0.192689	0.845155	0.087670	0.036250	0.024325	9.228710	4.720132	0.114152	40.102554	-0.001397	1.0	6.733252	road
1970-01-01 00:00:00.000003154	35.840961	39.130378	2.0	2.481707	0.000009	0.000063	6378139.0	59.0	399.0	0.660200	0.610983	0.083598	0.029176	0.004479	9.328815	4.721530	0.081965	40.774089	0.000683	1.0	6.746641	road
1970-01-01 00:00:00.000003155	35.242626	41.183780	2.0	2.542261	0.000009	0.000063	6378139.0	59.0	399.0	-0.629531	0.646650	0.083283	-0.010616	0.000109	11.087307	4.721265	-0.022545	41.443885	0.001903	1.0	6.685026	road
1970-01-01 00:00:00.000003156	35.660831	38.218639	2.0	2.604687	0.000009	0.000063	6378139.0	60.0	399.0	0.579804	1.063772	0.085588	-0.018025	-0.004450	9.936401	4.720419	-0.046482	42.115940	0.003217	1.0	6.737875	road
1970-01-01 00:00:00.000003157	35.625259	40.886035	2.0	2.670087	0.000009	0.000063	6378139.0	61.0	399.0	0.032041	0.938682	0.087220	-0.014556	0.001100	10.063813	4.720216	-0.054863	42.788860	0.002032	1.0	6.712889	road
1970-01-01 00:00:00.000003158	35.399498	41.249801	2.0	2.734329	0.000009	0.000063	6378139.0	61.0	399.0	-0.140223	0.779737	0.088375	-0.008769	-0.008655	9.663406	4.719921	-0.048087	43.460907	0.002198	1.0	6.702996	road
1970-01-01 00:00:00.000003159	35.399498	41.249801	2.0	2.734329	0.000009	0.000063	6378139.0	61.0	399.0	-0.140223	0.779737	0.088375	-0.008769	-0.008655	9.663406	4.719921	-0.048087	43.460907	0.004474	1.0	6.702996	road
1970-01-01 00:00:00.000003160	35.399498	41.249801	2.0	2.734329	0.000009	0.000063	6378139.0	61.0	399.0	-0.140223	0.779737	0.088375	-0.008769	-0.008655	9.663406	4.719921	-0.048087	43.460907	0.005119	1.0	6.702996	road
1970-01-01 00:00:00.000003161	35.399498	41.249801	2.0	2.734329	0.000009	0.000063	6378139.0	61.0	399.0	-0.140223	0.779737	0.088375	-0.008769	-0.008655	9.663406	4.719921	-0.048087	43.460907	-0.007332	1.0	6.702996	road

Most frequently occurring

	DRAG	ENGINE_RPM	GEAR	GPS_Z	GPS_Y	GPS_X	x	y	z	IMU_ACC_Y	IMU_ACC_x	PITCH	PITCH_RATE	ROLL_RATE	IMU_ACC_Z	YAW	YAW_RATE	ODOMETER	STEER	THROTTLE	SPEED	context	# duplicates
0	0.000228	28.196592	1.0	0.165262	0.000026	0.000009	6378137.0	172.0	61.0	0.039403	0.096197	0.009932	0.000136	0.000058	9.809359	1.576716	0.000010	263.789337	-0.005035	1.0	0.000525	road	2
1	0.000228	28.197246	1.0	0.165281	0.000026	0.000009	6378137.0	172.0	61.0	0.040007	0.098638	0.009928	0.000103	-0.000080	9.807820	1.576706	-0.000004	263.789337	-0.005035	1.0	0.000610	road	2
2	0.000228	28.198699	1.0	0.165280	0.000026	0.000009	6378137.0	172.0	61.0	0.039407	0.098653	0.009929	0.000018	-0.000365	9.808762	1.576716	0.000045	263.789459	-0.005025	1.0	0.001697	road	2
3	0.000228	28.198822	1.0	0.165294	0.000026	0.000009	6378137.0	172.0	61.0	0.036279	0.097358	0.009926	0.000065	0.000041	9.808740	1.576706	0.000008	263.789428	-0.005025	1.0	0.000454	road	2
4	0.000228	28.199003	1.0	0.165290	0.000026	0.000009	6378137.0	172.0	61.0	0.038153	0.097367	0.009926	0.000045	0.000004	9.808464	1.576706	-0.000003	263.789428	-0.005025	1.0	0.000427	road	2
5	0.000228	28.199743	1.0	0.165289	0.000026	0.000009	6378137.0	172.0	61.0	0.040666	0.097416	0.009926	0.000097	0.000088	9.811949	1.576706	0.000017	263.789428	-0.005045	1.0	0.000581	road	2
6	0.000228	28.200151	1.0	0.165296	0.000026	0.000009	6378137.0	172.0	61.0	0.034400	0.097332	0.009924	0.000084	0.000105	9.809077	1.576726	0.000007	263.789367	-0.005025	1.0	0.000871	road	2
7	0.000228	28.200601	1.0	0.165287	0.000026	0.000009	6378137.0	172.0	61.0	0.036314	0.094892	0.009927	0.000100	-0.000007	9.811223	1.576706	0.000008	263.789489	-0.005035	1.0	0.000925	road	2
8	0.000228	28.201009	1.0	0.165297	0.000026	0.000009	6378137.0	172.0	61.0	0.041271	0.097361	0.009924	0.000054	0.000060	9.807958	1.576726	-0.000006	263.789367	-0.005045	1.0	0.000806	road	2
9	0.000228	28.201253	1.0	0.165288	0.000026	0.000009	6378137.0	172.0	61.0	0.037523	0.097364	0.009926	0.000041	0.000054	9.808535	1.576726	-0.000030	263.789398	-0.005045	1.0	0.000728	road	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Missing values

Sample

Duplicate rows

Most frequently occurring